diff --git a/docs/source/examples/cytotable_mise_en_place_general_overview.ipynb b/docs/source/examples/cytotable_mise_en_place_general_overview.ipynb
index 43aa0a3b..ae893390 100644
--- a/docs/source/examples/cytotable_mise_en_place_general_overview.ipynb
+++ b/docs/source/examples/cytotable_mise_en_place_general_overview.ipynb
@@ -1299,8 +1299,8 @@
      "output_type": "stream",
      "text": [
       "example.parquet\n",
-      "CPU times: user 215 ms, sys: 159 ms, total: 374 ms\n",
-      "Wall time: 13.1 s\n"
+      "CPU times: user 239 ms, sys: 167 ms, total: 406 ms\n",
+      "Wall time: 13.3 s\n"
      ]
     }
    ],
@@ -1595,13 +1595,13 @@
     {
      "data": {
       "text/plain": [
-       "<pyarrow._parquet.FileMetaData object at 0x151376570>\n",
+       "<pyarrow._parquet.FileMetaData object at 0x1762a7dd0>\n",
        "  created_by: parquet-cpp-arrow version 21.0.0\n",
        "  num_columns: 312\n",
        "  num_rows: 289\n",
        "  num_row_groups: 1\n",
        "  format_version: 2.6\n",
-       "  serialized_size: 87760"
+       "  serialized_size: 87761"
       ]
      },
      "execution_count": 9,
@@ -1624,7 +1624,7 @@
      "data": {
       "text/plain": [
        "{b'data-producer': b'https://github.com/cytomining/CytoTable',\n",
-       " b'data-producer-version': b'1.1.0.post6.dev0+4ddbbe1'}"
+       " b'data-producer-version': b'1.1.0.post13.dev0+2f51ec3'}"
       ]
      },
      "execution_count": 10,
@@ -1991,7 +1991,7 @@
        "Nuclei_Number_Object_Number: int64\n",
        "-- schema metadata --\n",
        "data-producer: 'https://github.com/cytomining/CytoTable'\n",
-       "data-producer-version: '1.1.0.post6.dev0+4ddbbe1'"
+       "data-producer-version: '1.1.0.post13.dev0+2f51ec3'"
       ]
      },
      "execution_count": 12,
diff --git a/poetry.lock b/poetry.lock
index 768885ac..37fb019f 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -608,14 +608,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"]
 
 [[package]]
 name = "botocore"
-version = "1.40.50"
+version = "1.40.41"
 description = "Low-level, data-driven core of boto 3."
 optional = false
 python-versions = ">=3.9"
 groups = ["main", "dev"]
 files = [
-    {file = "botocore-1.40.50-py3-none-any.whl", hash = "sha256:53126c153fae0670dc54f03d01c89b1af144acedb1020199b133dedb309e434d"},
-    {file = "botocore-1.40.50.tar.gz", hash = "sha256:1d3d5b5759c9cb30202cd5ad231ec8afb1abe5be0c088a1707195c2cbae0e742"},
+    {file = "botocore-1.40.41-py3-none-any.whl", hash = "sha256:8246bf73a2e20647cf1d4dae1e9a7c40f97f38a34a6a1fbfd49aa6b3dce5ffaa"},
+    {file = "botocore-1.40.41.tar.gz", hash = "sha256:320873c6a34bfd64fb9bbc55e8ac38e7904a574cfc634d1f0f66b1490c62b89d"},
 ]
 
 [package.dependencies]
@@ -729,7 +729,7 @@ files = [
     {file = "cffi-1.17.1-cp39-cp39-win_amd64.whl", hash = "sha256:d016c76bdd850f3c626af19b0542c9677ba156e4ee4fccfdd7848803533ef662"},
     {file = "cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824"},
 ]
-markers = {main = "implementation_name == \"pypy\" or platform_python_implementation != \"PyPy\""}
+markers = {main = "platform_python_implementation != \"PyPy\" or implementation_name == \"pypy\""}
 
 [package.dependencies]
 pycparser = "*"
@@ -851,14 +851,14 @@ colorama = {version = "*", markers = "platform_system == \"Windows\""}
 
 [[package]]
 name = "cloudpathlib"
-version = "0.23.0"
+version = "0.22.0"
 description = "pathlib-style classes for cloud storage services."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "cloudpathlib-0.23.0-py3-none-any.whl", hash = "sha256:8520b3b01468fee77de37ab5d50b1b524ea6b4a8731c35d1b7407ac0cd716002"},
-    {file = "cloudpathlib-0.23.0.tar.gz", hash = "sha256:eb38a34c6b8a048ecfd2b2f60917f7cbad4a105b7c979196450c2f541f4d6b4b"},
+    {file = "cloudpathlib-0.22.0-py3-none-any.whl", hash = "sha256:2fdfaf5c4f85810ae8374d336d04dee371914d0e41a984695ae67308d7a5a009"},
+    {file = "cloudpathlib-0.22.0.tar.gz", hash = "sha256:6c0cb0ceab4f66a3a05a84055f9318fb8316cae5e096819f3f8e4be64feab6e9"},
 ]
 
 [package.dependencies]
@@ -881,11 +881,11 @@ description = "Cross-platform colored terminal text."
 optional = false
 python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
 groups = ["dev", "docs"]
-markers = "platform_system == \"Windows\" or sys_platform == \"win32\""
 files = [
     {file = "colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6"},
     {file = "colorama-0.4.6.tar.gz", hash = "sha256:08695f5cb7ed6e0531a20572697297273c47b8cae5a63ffc6d6ed5c201be6e44"},
 ]
+markers = {dev = "sys_platform == \"win32\" or platform_system == \"Windows\"", docs = "platform_system == \"Windows\" or sys_platform == \"win32\""}
 
 [[package]]
 name = "comm"
@@ -1421,47 +1421,47 @@ test = ["cloudpickle", "pytest"]
 
 [[package]]
 name = "duckdb"
-version = "1.4.1"
+version = "1.4.0"
 description = "DuckDB in-process database"
 optional = false
 python-versions = ">=3.9.0"
 groups = ["main"]
 files = [
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-    {file = "duckdb-1.4.1.tar.gz", hash = "sha256:f903882f045d057ebccad12ac69975952832edfe133697694854bb784b8d6c76"},
-]
-
-[package.extras]
-all = ["adbc-driver-manager", "fsspec", "ipython", "numpy", "pandas", "pyarrow"]
+    {file = "duckdb-1.4.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:e24e981a6c87e299201694b9bb24fff0beb04ccad399fca6f13072a59814488f"},
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+    {file = "duckdb-1.4.0.tar.gz", hash = "sha256:bd5edee8bd5a73b5822f2b390668597b5fcdc2d3292c244d8d933bb87ad6ac4c"},
+]
+
+[package.extras]
+all = ["adbc_driver_manager", "fsspec", "ipython", "numpy", "pandas", "pyarrow"]
 
 [[package]]
 name = "dunamai"
@@ -2222,19 +2222,16 @@ arrow = ">=0.15.0"
 
 [[package]]
 name = "isort"
-version = "6.1.0"
+version = "6.0.1"
 description = "A Python utility / library to sort Python imports."
 optional = false
 python-versions = ">=3.9.0"
 groups = ["docs"]
 files = [
-    {file = "isort-6.1.0-py3-none-any.whl", hash = "sha256:58d8927ecce74e5087aef019f778d4081a3b6c98f15a80ba35782ca8a2097784"},
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 colors = ["colorama"]
 plugins = ["setuptools"]
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 [package.dependencies]
 ptyprocess = ">=0.5"
 
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+    {file = "pillow-11.3.0-pp311-pypy311_pp73-win_amd64.whl", hash = "sha256:c84d689db21a1c397d001aa08241044aa2069e7587b398c8cc63020390b1c1b8"},
+    {file = "pillow-11.3.0.tar.gz", hash = "sha256:3828ee7586cd0b2091b6209e5ad53e20d0649bbe87164a459d0676e035e8f523"},
+]
+
+[package.extras]
+docs = ["furo", "olefile", "sphinx (>=8.2)", "sphinx-autobuild", "sphinx-copybutton", "sphinx-inline-tabs", "sphinxext-opengraph"]
+fpx = ["olefile"]
+mic = ["olefile"]
+test-arrow = ["pyarrow"]
+tests = ["check-manifest", "coverage (>=7.4.2)", "defusedxml", "markdown2", "olefile", "packaging", "pyroma", "pytest", "pytest-cov", "pytest-timeout", "pytest-xdist", "trove-classifiers (>=2024.10.12)"]
+typing = ["typing-extensions ; python_version < \"3.10\""]
+xmp = ["defusedxml"]
+
 [[package]]
 name = "platformdirs"
 version = "4.3.8"
@@ -3749,7 +3871,7 @@ files = [
     {file = "pycparser-2.21-py2.py3-none-any.whl", hash = "sha256:8ee45429555515e1f6b185e78100aea234072576aa43ab53aefcae078162fca9"},
     {file = "pycparser-2.21.tar.gz", hash = "sha256:e644fdec12f7872f86c58ff790da456218b10f863970249516d60a5eaca77206"},
 ]
-markers = {main = "implementation_name == \"pypy\" or platform_python_implementation != \"PyPy\""}
+markers = {main = "platform_python_implementation != \"PyPy\" or implementation_name == \"pypy\""}
 
 [[package]]
 name = "pycytominer"
@@ -5468,4 +5590,4 @@ test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more-it
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<3.14"
-content-hash = "7d2ea3aa6f5938c14f0fa517072ed980839cfe15fb239633b15bf39e0e3ba211"
+content-hash = "ed924a7e0080fa98cbc107a6e1cfde053f6d2fe188a3f81d8f69b3d724911b89"
diff --git a/pyproject.toml b/pyproject.toml
index 453768a6..62df648b 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -47,6 +47,7 @@ cytominer-database = "^0.3.4"
 pycytominer = "^1.1.0"
 dunamai = "^1.19.0"
 botocore = "^1.34.133"        # added to help avoid dependency reolution issues
+pillow = "^11.3.0"            # added to help visualize images within examples
 
 [tool.poetry.group.docs.dependencies]
 jupyterlab = "^4.4.3"